Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CMC2

Gene summary for CMC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMC2

Gene ID

56942

Gene nameC-X9-C motif containing 2
Gene Alias2310061C15Rik
Cytomap16q23.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9NRP2


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
56942CMC2LZE4THumanEsophagusESCC8.28e-155.39e-010.0811
56942CMC2LZE7THumanEsophagusESCC1.25e-117.77e-010.0667
56942CMC2LZE8THumanEsophagusESCC8.73e-093.79e-010.067
56942CMC2LZE20THumanEsophagusESCC7.33e-042.13e-010.0662
56942CMC2LZE22D1HumanEsophagusHGIN1.27e-02-6.62e-020.0595
56942CMC2LZE22THumanEsophagusESCC1.01e-056.44e-010.068
56942CMC2LZE24THumanEsophagusESCC2.87e-184.80e-010.0596
56942CMC2LZE21THumanEsophagusESCC2.71e-054.55e-010.0655
56942CMC2LZE6THumanEsophagusESCC1.38e-124.90e-010.0845
56942CMC2P1T-EHumanEsophagusESCC4.23e-044.85e-010.0875
56942CMC2P2T-EHumanEsophagusESCC1.69e-172.82e-010.1177
56942CMC2P4T-EHumanEsophagusESCC3.54e-297.62e-010.1323
56942CMC2P5T-EHumanEsophagusESCC5.15e-297.80e-010.1327
56942CMC2P8T-EHumanEsophagusESCC1.40e-245.92e-010.0889
56942CMC2P9T-EHumanEsophagusESCC2.12e-164.21e-010.1131
56942CMC2P10T-EHumanEsophagusESCC1.14e-102.21e-010.116
56942CMC2P11T-EHumanEsophagusESCC4.37e-177.88e-010.1426
56942CMC2P12T-EHumanEsophagusESCC3.28e-409.27e-010.1122
56942CMC2P15T-EHumanEsophagusESCC2.03e-359.48e-010.1149
56942CMC2P16T-EHumanEsophagusESCC2.18e-161.85e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CMC2SNVMissense_Mutationrs781067998c.125N>Ap.Arg42Glnp.R42QQ9NRP2protein_codingtolerated(0.26)benign(0.047)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
CMC2insertionFrame_Shift_Insnovelc.102_103insTp.Gly35TrpfsTer4p.G35Wfs*4Q9NRP2protein_codingTCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CMC2SNVMissense_Mutationrs376325635c.232N>Ap.Glu78Lysp.E78KQ9NRP2protein_codingdeleterious(0.04)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CMC2SNVMissense_Mutationnovelc.81N>Gp.Asn27Lysp.N27KQ9NRP2protein_codingtolerated(0.1)benign(0.011)TCGA-A5-A7WJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMC2SNVMissense_Mutationrs541435706c.204G>Tp.Lys68Asnp.K68NQ9NRP2protein_codingdeleterious(0.02)benign(0.197)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMC2SNVMissense_Mutationrs781067998c.125N>Ap.Arg42Glnp.R42QQ9NRP2protein_codingtolerated(0.26)benign(0.047)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
CMC2SNVMissense_Mutationnovelc.188N>Tp.Gly63Valp.G63VQ9NRP2protein_codingdeleterious(0.01)benign(0.435)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMC2SNVMissense_Mutationrs768875620c.112N>Gp.Asn38Aspp.N38DQ9NRP2protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
CMC2SNVMissense_Mutationnovelc.198N>Tp.Met66Ilep.M66IQ9NRP2protein_codingdeleterious(0.04)benign(0.087)TCGA-37-3792-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
CMC2SNVMissense_Mutationrs745359055c.217C>Tp.Pro73Serp.P73SQ9NRP2protein_codingtolerated(0.64)benign(0)TCGA-56-8083-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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